// // Copyright 2026 The InfiniFlow Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. // package models import ( "bytes" "context" "encoding/base64" "encoding/json" "fmt" "io" "net/http" "ragflow/internal/common" "strings" ) // StepFunModel implements ModelDriver for StepFun (阶跃星辰). type StepFunModel struct { baseModel BaseModel } // NewStepFunModel creates a new StepFun model instance. func NewStepFunModel(baseURL map[string]string, urlSuffix URLSuffix) *StepFunModel { return &StepFunModel{ baseModel: BaseModel{ BaseURL: baseURL, URLSuffix: urlSuffix, httpClient: NewDriverHTTPClient(false), }, } } func (s *StepFunModel) NewInstance(baseURL map[string]string) ModelDriver { return NewStepFunModel(baseURL, s.baseModel.URLSuffix) } func (s *StepFunModel) Name() string { return "stepfun" } // StepFunChatResponse is the StepFun chat completion response. StepFun speaks // an OpenAI-compatible protocol, so the usage shape matches OpenAI's. type StepFunChatResponse struct { ID string `json:"id"` Object string `json:"object"` Created int64 `json:"created"` Model string `json:"model"` Choices []struct { Index int `json:"index"` FinishReason string `json:"finish_reason"` Message struct { Role string `json:"role"` Content string `json:"content"` Reasoning string `json:"reasoning"` ReasoningContent string `json:"reasoning_content"` Audio *struct { Data string `json:"data"` Transcript string `json:"transcript"` } `json:"audio,omitempty"` ToolCalls []map[string]any `json:"tool_calls"` } `json:"message"` } `json:"choices"` Usage struct { PromptTokens int `json:"prompt_tokens"` CompletionTokens int `json:"completion_tokens"` TotalTokens int `json:"total_tokens"` PromptTokensDetails *struct { CachedTokens int `json:"cached_tokens"` } `json:"prompt_tokens_details,omitempty"` CompletionTokensDetails *struct { ReasoningTokens int `json:"reasoning_tokens"` } `json:"completion_tokens_details,omitempty"` } `json:"usage"` } // ChatWithMessages sends multiple messages with roles and returns the response. func (s *StepFunModel) ChatWithMessages(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage) (*ChatResponse, error) { if err := s.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } if len(messages) == 0 { return nil, fmt.Errorf("messages is empty") } baseURL, err := s.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, s.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, false) jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } ctx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := s.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } return parseChatCompletionResponse(body, chatModelConfig, modelUsage, func(body []byte, chatConfig *ChatConfig) (chatResponseParts, error) { var result StepFunChatResponse if err := json.Unmarshal(body, &result); err != nil { return chatResponseParts{}, fmt.Errorf("failed to parse response: %w", err) } if len(result.Choices) == 0 { return chatResponseParts{}, fmt.Errorf("no choices in response") } choice := &result.Choices[0] content := choice.Message.Content toolCalls := choice.Message.ToolCalls reasonContent := choice.Message.Reasoning if reasonContent == "" { reasonContent = choice.Message.ReasoningContent } // StepFun reasoning models may emit all output as reasoning/content // with the other left empty. Only reject when there is neither // content, reasoning, nor tool calls. if content == "" && reasonContent == "" && len(toolCalls) == 0 { return chatResponseParts{}, fmt.Errorf("no message in response") } totalTokens := result.Usage.TotalTokens if totalTokens == 0 { totalTokens = result.Usage.PromptTokens + result.Usage.CompletionTokens } var usage *TokenUsage if totalTokens > 0 { usage = &TokenUsage{ PromptTokens: result.Usage.PromptTokens, CompletionTokens: result.Usage.CompletionTokens, TotalTokens: totalTokens, } } return chatResponseParts{ RequestID: result.ID, Content: &content, ReasonContent: &reasonContent, ToolCalls: toolCalls, Usage: usage, }, nil }) } // ChatStreamlyWithSender sends messages and streams the response func (s *StepFunModel) ChatStreamlyWithSender(ctx context.Context, modelName string, messages []Message, apiConfig *APIConfig, chatModelConfig *ChatConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := s.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if sender == nil { return fmt.Errorf("sender is required") } if len(messages) == 0 { return fmt.Errorf("messages is empty") } if chatModelConfig != nil { chatModelConfig.ToolCallsResult = nil chatModelConfig.UsageResult = nil } baseURL, err := s.baseModel.GetBaseURL(apiConfig) if err != nil { return err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, s.baseModel.URLSuffix.Chat) reqBody := buildRequestBody(chatModelConfig, modelName, messages, true) jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequestWithContext(ctx, "POST", url, bytes.NewBuffer(jsonData)) if err != nil { return fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := s.baseModel.httpClient.Do(req) if err != nil { return fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() if resp.StatusCode != http.StatusOK { body, _ := io.ReadAll(resp.Body) return fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } sawTerminal := false accumulatedToolCalls := make(map[int]map[string]any) done, err := ParseSSEStream[map[string]interface{}](resp.Body, func(event map[string]interface{}) error { common.Info(fmt.Sprintf("%v", event)) tokenUsage, found, usageErr := decodeOpenAICompatibleStreamUsage(event) if usageErr != nil { return usageErr } if found { applyStreamUsage(chatModelConfig, modelUsage, tokenUsage) } choices, ok := event["choices"].([]interface{}) if !ok || len(choices) == 0 { return nil } firstChoice, ok := choices[0].(map[string]interface{}) if !ok { return nil } delta, ok := firstChoice["delta"].(map[string]interface{}) if !ok { return nil } accumulateToolCallDeltas(delta, accumulatedToolCalls) reasoningContent, ok := delta["reasoning"].(string) if !ok || reasoningContent == "" { reasoningContent, _ = delta["reasoning_content"].(string) } if reasoningContent != "" { if err := sender(nil, &reasoningContent); err != nil { return err } } content, ok := delta["content"].(string) if ok && content != "" { if err := sender(&content, nil); err != nil { return err } } finishReason, ok := firstChoice["finish_reason"].(string) if ok && finishReason != "" { sawTerminal = true } return nil }) if err != nil { return fmt.Errorf("failed to scan response body: %w", err) } setSortedToolCallsResult(chatModelConfig, accumulatedToolCalls) if !done && !sawTerminal { return fmt.Errorf("stepfun: stream ended before [DONE] or finish_reason") } endOfStream := "[DONE]" if err := sender(&endOfStream, nil); err != nil { return err } return nil } // Embed is left as a stub. func (s *StepFunModel) Embed(ctx context.Context, modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig, modelUsage *common.ModelUsage) ([]EmbeddingData, error) { return nil, fmt.Errorf("not implemented") } // ListModels returns the list of model ids visible to the API key. func (s *StepFunModel) ListModels(ctx context.Context, apiConfig *APIConfig) ([]ListModelResponse, error) { if err := s.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } baseURL, err := s.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } baseURL = strings.TrimSuffix(baseURL, "/") url := fmt.Sprintf("%s/%s", baseURL, s.baseModel.URLSuffix.Models) ctx, cancel := context.WithTimeout(ctx, nonStreamCallTimeout) defer cancel() req, err := http.NewRequestWithContext(ctx, "GET", url, nil) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := s.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("API request failed with status %d: %s", resp.StatusCode, string(body)) } // Parse response var modelList ModelList if err = json.Unmarshal(body, &modelList); err != nil { return nil, fmt.Errorf("failed to parse response: %w", err) } if modelList.Models == nil { return nil, fmt.Errorf("invalid models list format") } return ParseListModel(modelList), nil } // Balance is not exposed by the StepFun API, so this returns "no such method". func (s *StepFunModel) Balance(ctx context.Context, apiConfig *APIConfig) (map[string]interface{}, error) { return nil, fmt.Errorf("no such method") } // CheckConnection runs a lightweight ListModels call to verify the API key. func (s *StepFunModel) CheckConnection(ctx context.Context, apiConfig *APIConfig) error { _, err := s.ListModels(ctx, apiConfig) if err != nil { return err } return nil } // Rerank calculates similarity scores between query and documents. StepFun // does not expose a public rerank API, so this returns "no such method". func (s *StepFunModel) Rerank(ctx context.Context, modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig, modelUsage *common.ModelUsage) (*RerankResponse, error) { return nil, fmt.Errorf("no such method") } // TranscribeAudio transcribe audio func (s *StepFunModel) TranscribeAudio(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage) (*ASRResponse, error) { return nil, fmt.Errorf("%s, no such method", s.Name()) } func (s *StepFunModel) TranscribeAudioWithSender(ctx context.Context, modelName *string, file *string, apiConfig *APIConfig, asrConfig *ASRConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { return fmt.Errorf("%s, no such method", s.Name()) } // AudioSpeech convert text to audio func (s *StepFunModel) AudioSpeech(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage) (*TTSResponse, error) { if err := s.baseModel.APIConfigCheck(apiConfig); err != nil { return nil, err } // TODO Test it if audioContent == nil || *audioContent == "" { return nil, fmt.Errorf("audio content is empty") } resolvedBaseURL, err := s.baseModel.GetBaseURL(apiConfig) if err != nil { return nil, err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, s.baseModel.URLSuffix.TTS) reqBody := map[string]interface{}{ "model": *modelName, "input": *audioContent, } if ttsConfig != nil && ttsConfig.Params != nil { for key, value := range ttsConfig.Params { reqBody[key] = value } } if ttsConfig != nil && ttsConfig.Format != "" { reqBody["response_format"] = ttsConfig.Format } jsonData, err := json.Marshal(reqBody) if err != nil { return nil, fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData)) if err != nil { return nil, fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := s.baseModel.httpClient.Do(req) if err != nil { return nil, fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() body, err := io.ReadAll(resp.Body) if err != nil { return nil, fmt.Errorf("failed to read response body: %w", err) } if resp.StatusCode != http.StatusOK { return nil, fmt.Errorf("%s - %s", resp.Status, string(body)) } return &TTSResponse{Audio: body}, nil } // AudioSpeechWithSender for Streaming TTS func (s *StepFunModel) AudioSpeechWithSender(ctx context.Context, modelName *string, audioContent *string, apiConfig *APIConfig, ttsConfig *TTSConfig, modelUsage *common.ModelUsage, sender func(*string, *string) error) error { if err := s.baseModel.APIConfigCheck(apiConfig); err != nil { return err } if audioContent == nil || *audioContent == "" { return fmt.Errorf("audio content is empty") } resolvedBaseURL, err := s.baseModel.GetBaseURL(apiConfig) if err != nil { return err } url := fmt.Sprintf("%s/%s", resolvedBaseURL, s.baseModel.URLSuffix.TTS) reqBody := map[string]interface{}{ "model": *modelName, "input": *audioContent, "stream_format": "sse", } if ttsConfig != nil && ttsConfig.Params != nil { for key, value := range ttsConfig.Params { reqBody[key] = value } } if ttsConfig != nil && ttsConfig.Format != "" { reqBody["response_format"] = ttsConfig.Format } jsonData, err := json.Marshal(reqBody) if err != nil { return fmt.Errorf("failed to marshal request: %w", err) } req, err := http.NewRequest("POST", url, bytes.NewBuffer(jsonData)) if err != nil { return fmt.Errorf("failed to create request: %w", err) } req.Header.Set("Content-Type", "application/json") req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey)) resp, err := s.baseModel.httpClient.Do(req) if err != nil { return fmt.Errorf("failed to send request: %w", err) } defer resp.Body.Close() if resp.StatusCode != http.StatusOK { body, _ := io.ReadAll(resp.Body) return fmt.Errorf("StepFun stream TTS API error: %d - %s", resp.StatusCode, string(body)) } type ttsEvent struct { Type string `json:"type"` Audio string `json:"audio"` } if _, err := ParseSSEStream[ttsEvent](resp.Body, func(event ttsEvent) error { if event.Type == "speech.audio.error" { return fmt.Errorf("StepFun stream encountered an error during generation") } // Extract the Base64 string containing the audio and decode it if event.Type == "speech.audio.delta" && event.Audio != "" { audioBytes, err := base64.StdEncoding.DecodeString(event.Audio) if err == nil && len(audioBytes) > 0 { chunk := string(audioBytes) if errSend := sender(&chunk, nil); errSend != nil { return errSend } } } return nil }); err != nil { return fmt.Errorf("failed to scan response body: %w", err) } return nil } // OCRFile OCR file func (s *StepFunModel) OCRFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, ocrConfig *OCRConfig, modelUsage *common.ModelUsage) (*OCRFileResponse, error) { return nil, fmt.Errorf("%s, no such method", s.Name()) } // ParseFile parse file func (s *StepFunModel) ParseFile(ctx context.Context, modelName *string, content []byte, url *string, apiConfig *APIConfig, parseFileConfig *ParseFileConfig, modelUsage *common.ModelUsage) (*ParseFileResponse, error) { return nil, fmt.Errorf("%s, no such method", s.Name()) } func (s *StepFunModel) ListTasks(ctx context.Context, apiConfig *APIConfig) ([]ListTaskStatus, error) { return nil, fmt.Errorf("%s, no such method", s.Name()) } func (s *StepFunModel) ShowTask(ctx context.Context, taskID string, apiConfig *APIConfig) (*TaskResponse, error) { return nil, fmt.Errorf("%s, no such method", s.Name()) }